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UCF101

아카이브 평가 52건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
TCLR (R3D-18)	3-fold Accuracy 82.4 Pre-Training Dataset UCF101 Frozen false	TCLR: Temporal Contrastive Learning for Video Representation 2021-01-20	코드 1
PCL (ResNet-18)	3-fold Accuracy 82.3 Pre-Training Dataset UCF101 Frozen false	Pretext-Contrastive Learning: Toward Good Practices in Self-supervised Video Representation Leaning 2020-10-29	코드 1
DPC (Modified 3D Resnet-34)	3-fold Accuracy 75.7 Pre-Training Dataset Kinetics400 Frozen false	Video Representation Learning by Dense Predictive Coding 2019-09-10	코드 1
CoCLR	3-fold Accuracy 74.5 Frozen false	Self-supervised Co-training for Video Representation Learning 2020-10-19	코드 1
IIC (R3D)	3-fold Accuracy 74.4 Pre-Training Dataset UCF101 Frozen false	Self-supervised Video Representation Learning Using Inter-intra Contrastive Framework 2020-08-06	코드 1 · 코드 2
TCE (ResNet-50)	3-fold Accuracy 71.2 Pre-Training Dataset Kinetics400 Frozen false	Temporally Coherent Embeddings for Self-Supervised Video Representation Learning 2020-03-21	코드 1
TCE (ResNet-18, Split 1)	3-fold Accuracy 68.8 Pre-Training Dataset Kinetics400 Frozen false	Temporally Coherent Embeddings for Self-Supervised Video Representation Learning 2020-03-21	코드 1
DPC (3D ResNet-18)	3-fold Accuracy 68.2 Pre-Training Dataset Kinetics400 Frozen false	Video Representation Learning by Dense Predictive Coding 2019-09-10	코드 1
TCE (ResNet18, Split 1)	3-fold Accuracy 68.2 Pre-Training Dataset UCF101 Frozen false	Temporally Coherent Embeddings for Self-Supervised Video Representation Learning 2020-03-21	코드 1
VCP (R3D)	3-fold Accuracy 66 Pre-Training Dataset UCF101 Frozen false	Video Cloze Procedure for Self-Supervised Spatio-Temporal Learning 2020-01-02	코드 1
3D Cubic Puzzles (3D ResNet-18)	3-fold Accuracy 65.8 Pre-Training Dataset Kinetics400 Frozen false	Self-Supervised Video Representation Learning with Space-Time Cubic Puzzles 2018-11-24	연결 없음
Video Clip Ordering (R3D)	3-fold Accuracy 64.9 Pre-Training Dataset UCF101 Frozen false	Self-Supervised Spatiotemporal Learning via Video Clip Order Prediction 2019-06-01	연결 없음
Skip-Clip (3D ResNet-18)	3-fold Accuracy 64.4 Pre-Training Dataset UCF101 Frozen false	Skip-Clip: Self-Supervised Spatiotemporal Representation Learning by Future Clip Order Ranking 2019-10-28	연결 없음
3D RotNet (3D ResNet-18)	3-fold Accuracy 62.9 Pre-Training Dataset Kinetics400 Frozen false	Self-Supervised Spatiotemporal Feature Learning via Video Rotation Prediction 2018-11-28	연결 없음
DPC (3D ResNet-18, Split 1)	3-fold Accuracy 60.6 Pre-Training Dataset UCF101 Frozen false	Video Representation Learning by Dense Predictive Coding 2019-09-10	코드 1
O3N (AlexNet)	3-fold Accuracy 60.3 Pre-Training Dataset UCF101 Frozen false	Self-Supervised Video Representation Learning With Odd-One-Out Networks 2016-11-21	연결 없음
Contrastive Multiview Coding (CaffeNet x2)	3-fold Accuracy 59.1 Pre-Training Dataset UCF101 Frozen false	Contrastive Multiview Coding 2019-06-13	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6 · 코드 7 · 코드 8
Motion & Appearance (C3D)	3-fold Accuracy 58.8 Pre-Training Dataset UCF101 Frozen false	Self-supervised Spatio-temporal Representation Learning for Videos by Predicting Motion and Appearance Statistics 2019-04-07	코드 1
Arrow of Time (AlexNet)	3-fold Accuracy 55.3 Pre-Training Dataset UCF101 Frozen false	Learning and Using the Arrow of Time 2018-06-01	연결 없음
VideoGan (C3D)	3-fold Accuracy 52.1 Pre-Training Dataset UCF101 Frozen false	Generating Videos with Scene Dynamics 2016-09-08	연결 없음
Shuffle and Learn (AlexNet)	3-fold Accuracy 50.9 Pre-Training Dataset UCF101 Frozen false	Shuffle and Learn: Unsupervised Learning using Temporal Order Verification 2016-03-28	연결 없음
SLIC (R3D-18)	Pre-Training Dataset UCF101 Frozen false split-1 Top-1 Accuracy 83.2	SLIC: Self-Supervised Learning with Iterative Clustering for Human Action Videos 2022-06-25	코드 1